We have recently done this with ours, we bought some self adhesive tiles and stuck them to a piece of hardboard so it can come out to clean underneath.
Its much nicer to clean, we still put the newspaper and shredded paper/hay on top.
It will be nice in the summer if we leave some uncovered so they have somewhere cooler to lay.